Overview
Brought to you by YData
Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 2121 |
| Missing cells | 1806 |
| Missing cells (%) | 5.0% |
| Duplicate rows | 13 |
| Duplicate rows (%) | 0.6% |
| Total size in memory | 1.9 MiB |
| Average record size in memory | 929.6 B |
Variable types
| Categorical | 5 |
|---|---|
| Text | 8 |
| Boolean | 4 |
| Dataset has 13 (0.6%) duplicate rows | Duplicates |
NObeyesdad is highly overall correlated with family_history_with_overweight | High correlation |
family_history_with_overweight is highly overall correlated with NObeyesdad | High correlation |
CAEC is highly imbalanced (57.8%) | Imbalance |
SMOKE is highly imbalanced (85.4%) | Imbalance |
SCC is highly imbalanced (73.5%) | Imbalance |
MTRANS is highly imbalanced (57.1%) | Imbalance |
Gender has 106 (5.0%) missing values | Missing |
Age has 105 (5.0%) missing values | Missing |
Height has 106 (5.0%) missing values | Missing |
Weight has 105 (5.0%) missing values | Missing |
family_history_with_overweight has 106 (5.0%) missing values | Missing |
FAVC has 107 (5.0%) missing values | Missing |
FCVC has 107 (5.0%) missing values | Missing |
NCP has 106 (5.0%) missing values | Missing |
CAEC has 107 (5.0%) missing values | Missing |
SMOKE has 106 (5.0%) missing values | Missing |
CH2O has 106 (5.0%) missing values | Missing |
SCC has 106 (5.0%) missing values | Missing |
FAF has 107 (5.0%) missing values | Missing |
TUE has 106 (5.0%) missing values | Missing |
CALC has 107 (5.0%) missing values | Missing |
MTRANS has 106 (5.0%) missing values | Missing |
NObeyesdad has 107 (5.0%) missing values | Missing |
Reproduction
| Analysis started | 2025-11-08 14:29:26.110601 |
|---|---|
| Analysis finished | 2025-11-08 14:29:27.256101 |
| Duration | 1.15 second |
| Software version | ydata-profiling vv4.17.0 |
| Download configuration | config.json |
Variables
Gender
Categorical
Missing
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 106 |
| Missing (%) | 5.0% |
| Memory size | 112.2 KiB |
| Male | |
|---|---|
| Female | |
| 12345 | 21 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.9890819 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 1008 | |
| Female | 986 | |
| 12345 | 21 | 1.0% |
| (Missing) | 106 | 5.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 1008 | |
| female | 986 | |
| 12345 | 21 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2980 | |
| l | 1994 | |
| a | 1994 | |
| M | 1008 | 10.0% |
| F | 986 | 9.8% |
| m | 986 | 9.8% |
| 1 | 21 | 0.2% |
| 2 | 21 | 0.2% |
| 3 | 21 | 0.2% |
| 4 | 21 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10053 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 2980 | |
| l | 1994 | |
| a | 1994 | |
| M | 1008 | 10.0% |
| F | 986 | 9.8% |
| m | 986 | 9.8% |
| 1 | 21 | 0.2% |
| 2 | 21 | 0.2% |
| 3 | 21 | 0.2% |
| 4 | 21 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10053 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 2980 | |
| l | 1994 | |
| a | 1994 | |
| M | 1008 | 10.0% |
| F | 986 | 9.8% |
| m | 986 | 9.8% |
| 1 | 21 | 0.2% |
| 2 | 21 | 0.2% |
| 3 | 21 | 0.2% |
| 4 | 21 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10053 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 2980 | |
| l | 1994 | |
| a | 1994 | |
| M | 1008 | 10.0% |
| F | 986 | 9.8% |
| m | 986 | 9.8% |
| 1 | 21 | 0.2% |
| 2 | 21 | 0.2% |
| 3 | 21 | 0.2% |
| 4 | 21 | 0.2% |
Age
Text
Missing
| Distinct | 1326 |
|---|---|
| Distinct (%) | 65.8% |
| Missing | 105 |
| Missing (%) | 5.0% |
| Memory size | 115.4 KiB |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 7.8829365 |
| Min length | 4 |
Unique
| Unique | 1282 ? |
|---|---|
| Unique (%) | 63.6% |
Sample
| 1st row | 21.0 |
|---|---|
| 2nd row | 21.0 |
| 3rd row | 23.0 |
| 4th row | 27.0 |
| 5th row | 22.0 |
| Value | Count | Frequency (%) |
| 18.0 | 116 | 5.8% |
| 26.0 | 94 | 4.7% |
| 21.0 | 87 | 4.3% |
| 23.0 | 80 | 4.0% |
| 19.0 | 53 | 2.6% |
| 20.0 | 45 | 2.2% |
| 22.0 | 33 | 1.6% |
| 17.0 | 26 | 1.3% |
| unknown_age | 22 | 1.1% |
| 84.0 | 20 | 1.0% |
| Other values (1316) | 1440 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 3284 | |
| 2 | 2082 | |
| 1 | 1573 | |
| 0 | 1568 | |
| 3 | 1217 | 7.7% |
| 9 | 1142 | 7.2% |
| 8 | 1057 | 6.7% |
| 4 | 969 | 6.1% |
| 5 | 927 | 5.8% |
| 6 | 926 | 5.8% |
| Other values (10) | 1147 | 7.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 15892 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 3284 | |
| 2 | 2082 | |
| 1 | 1573 | |
| 0 | 1568 | |
| 3 | 1217 | 7.7% |
| 9 | 1142 | 7.2% |
| 8 | 1057 | 6.7% |
| 4 | 969 | 6.1% |
| 5 | 927 | 5.8% |
| 6 | 926 | 5.8% |
| Other values (10) | 1147 | 7.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 15892 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 3284 | |
| 2 | 2082 | |
| 1 | 1573 | |
| 0 | 1568 | |
| 3 | 1217 | 7.7% |
| 9 | 1142 | 7.2% |
| 8 | 1057 | 6.7% |
| 4 | 969 | 6.1% |
| 5 | 927 | 5.8% |
| 6 | 926 | 5.8% |
| Other values (10) | 1147 | 7.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 15892 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 3284 | |
| 2 | 2082 | |
| 1 | 1573 | |
| 0 | 1568 | |
| 3 | 1217 | 7.7% |
| 9 | 1142 | 7.2% |
| 8 | 1057 | 6.7% |
| 4 | 969 | 6.1% |
| 5 | 927 | 5.8% |
| 6 | 926 | 5.8% |
| Other values (10) | 1147 | 7.2% |
Height
Text
Missing
| Distinct | 1483 |
|---|---|
| Distinct (%) | 73.6% |
| Missing | 106 |
| Missing (%) | 5.0% |
| Memory size | 114.4 KiB |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 7.3811414 |
| Min length | 3 |
Unique
| Unique | 1423 ? |
|---|---|
| Unique (%) | 70.6% |
Sample
| 1st row | 1.62 |
|---|---|
| 2nd row | 1.52 |
| 3rd row | 1.8 |
| 4th row | 1.8 |
| 5th row | 1.78 |
| Value | Count | Frequency (%) |
| 1.7 | 59 | 2.9% |
| 1.65 | 47 | 2.3% |
| 1.75 | 36 | 1.8% |
| 1.6 | 36 | 1.8% |
| 1.62 | 35 | 1.7% |
| 1.8 | 26 | 1.3% |
| 3.96 | 21 | 1.0% |
| 1.72 | 19 | 0.9% |
| 1.63 | 17 | 0.8% |
| 1.67 | 16 | 0.8% |
| Other values (1473) | 1703 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 3318 | |
| 1 | 2762 | |
| 7 | 1465 | |
| 6 | 1425 | |
| 5 | 1090 | 7.3% |
| 8 | 1067 | 7.2% |
| 3 | 832 | 5.6% |
| 9 | 802 | 5.4% |
| 2 | 786 | 5.3% |
| 4 | 764 | 5.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 14873 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 3318 | |
| 1 | 2762 | |
| 7 | 1465 | |
| 6 | 1425 | |
| 5 | 1090 | 7.3% |
| 8 | 1067 | 7.2% |
| 3 | 832 | 5.6% |
| 9 | 802 | 5.4% |
| 2 | 786 | 5.3% |
| 4 | 764 | 5.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 14873 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 3318 | |
| 1 | 2762 | |
| 7 | 1465 | |
| 6 | 1425 | |
| 5 | 1090 | 7.3% |
| 8 | 1067 | 7.2% |
| 3 | 832 | 5.6% |
| 9 | 802 | 5.4% |
| 2 | 786 | 5.3% |
| 4 | 764 | 5.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 14873 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 3318 | |
| 1 | 2762 | |
| 7 | 1465 | |
| 6 | 1425 | |
| 5 | 1090 | 7.3% |
| 8 | 1067 | 7.2% |
| 3 | 832 | 5.6% |
| 9 | 802 | 5.4% |
| 2 | 786 | 5.3% |
| 4 | 764 | 5.1% |
Weight
Text
Missing
| Distinct | 1447 |
|---|---|
| Distinct (%) | 71.8% |
| Missing | 105 |
| Missing (%) | 5.0% |
| Memory size | 116.3 KiB |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 8.3263889 |
| Min length | 4 |
Unique
| Unique | 1381 ? |
|---|---|
| Unique (%) | 68.5% |
Sample
| 1st row | 64.0 |
|---|---|
| 2nd row | 56.0 |
| 3rd row | 77.0 |
| 4th row | 87.0 |
| 5th row | 89.8 |
| Value | Count | Frequency (%) |
| 80.0 | 52 | 2.6% |
| 70.0 | 40 | 2.0% |
| 50.0 | 39 | 1.9% |
| 75.0 | 37 | 1.8% |
| 60.0 | 34 | 1.7% |
| 65.0 | 24 | 1.2% |
| 42.0 | 22 | 1.1% |
| 865.0 | 21 | 1.0% |
| 90.0 | 18 | 0.9% |
| 85.0 | 17 | 0.8% |
| Other values (1437) | 1712 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 3368 | |
| 1 | 1914 | |
| 0 | 1905 | |
| 8 | 1366 | |
| 5 | 1336 | 8.0% |
| 9 | 1234 | 7.4% |
| 7 | 1179 | 7.0% |
| 2 | 1173 | 7.0% |
| 6 | 1144 | 6.8% |
| 3 | 1088 | 6.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 16786 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 3368 | |
| 1 | 1914 | |
| 0 | 1905 | |
| 8 | 1366 | |
| 5 | 1336 | 8.0% |
| 9 | 1234 | 7.4% |
| 7 | 1179 | 7.0% |
| 2 | 1173 | 7.0% |
| 6 | 1144 | 6.8% |
| 3 | 1088 | 6.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 16786 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 3368 | |
| 1 | 1914 | |
| 0 | 1905 | |
| 8 | 1366 | |
| 5 | 1336 | 8.0% |
| 9 | 1234 | 7.4% |
| 7 | 1179 | 7.0% |
| 2 | 1173 | 7.0% |
| 6 | 1144 | 6.8% |
| 3 | 1088 | 6.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 16786 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 3368 | |
| 1 | 1914 | |
| 0 | 1905 | |
| 8 | 1366 | |
| 5 | 1336 | 8.0% |
| 9 | 1234 | 7.4% |
| 7 | 1179 | 7.0% |
| 2 | 1173 | 7.0% |
| 6 | 1144 | 6.8% |
| 3 | 1088 | 6.5% |
family_history_with_overweight
Boolean
High correlation Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 106 |
| Missing (%) | 5.0% |
| Memory size | 4.3 KiB |
| True | |
|---|---|
| False | |
| (Missing) | 106 |
| Value | Count | Frequency (%) |
| True | 1649 | |
| False | 366 | 17.3% |
| (Missing) | 106 | 5.0% |
FAVC
Boolean
Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 107 |
| Missing (%) | 5.0% |
| Memory size | 4.3 KiB |
| True | |
|---|---|
| False | |
| (Missing) | 107 |
| Value | Count | Frequency (%) |
| True | 1788 | |
| False | 226 | 10.7% |
| (Missing) | 107 | 5.0% |
FCVC
Text
Missing
| Distinct | 765 |
|---|---|
| Distinct (%) | 38.0% |
| Missing | 107 |
| Missing (%) | 5.0% |
| Memory size | 110.2 KiB |
Length
| Max length | 9 |
|---|---|
| Median length | 3 |
| Mean length | 5.2428004 |
| Min length | 3 |
Unique
| Unique | 739 ? |
|---|---|
| Unique (%) | 36.7% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 2.0 |
| 4th row | 3.0 |
| 5th row | 2.0 |
| Value | Count | Frequency (%) |
| 3.0 | 618 | |
| 2.0 | 578 | |
| 1.0 | 33 | 1.6% |
| 2.737.762 | 2 | 0.1% |
| 2.823.179 | 2 | 0.1% |
| 2.758.394 | 2 | 0.1% |
| 2.568.063 | 2 | 0.1% |
| 2.630.137 | 2 | 0.1% |
| 29.673 | 2 | 0.1% |
| 2.971.574 | 2 | 0.1% |
| Other values (755) | 771 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 2709 | |
| 2 | 1673 | |
| 0 | 1617 | |
| 3 | 1046 | 9.9% |
| 1 | 658 | 6.2% |
| 9 | 521 | 4.9% |
| 4 | 484 | 4.6% |
| 6 | 483 | 4.6% |
| 8 | 467 | 4.4% |
| 7 | 455 | 4.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10559 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 2709 | |
| 2 | 1673 | |
| 0 | 1617 | |
| 3 | 1046 | 9.9% |
| 1 | 658 | 6.2% |
| 9 | 521 | 4.9% |
| 4 | 484 | 4.6% |
| 6 | 483 | 4.6% |
| 8 | 467 | 4.4% |
| 7 | 455 | 4.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10559 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 2709 | |
| 2 | 1673 | |
| 0 | 1617 | |
| 3 | 1046 | 9.9% |
| 1 | 658 | 6.2% |
| 9 | 521 | 4.9% |
| 4 | 484 | 4.6% |
| 6 | 483 | 4.6% |
| 8 | 467 | 4.4% |
| 7 | 455 | 4.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10559 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 2709 | |
| 2 | 1673 | |
| 0 | 1617 | |
| 3 | 1046 | 9.9% |
| 1 | 658 | 6.2% |
| 9 | 521 | 4.9% |
| 4 | 484 | 4.6% |
| 6 | 483 | 4.6% |
| 8 | 467 | 4.4% |
| 7 | 455 | 4.3% |
NCP
Text
Missing
| Distinct | 599 |
|---|---|
| Distinct (%) | 29.7% |
| Missing | 106 |
| Missing (%) | 5.0% |
| Memory size | 109.2 KiB |
Length
| Max length | 9 |
|---|---|
| Median length | 3 |
| Mean length | 4.7384615 |
| Min length | 3 |
Unique
| Unique | 586 ? |
|---|---|
| Unique (%) | 29.1% |
Sample
| 1st row | 3.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 3.0 |
| 4th row | 3.0 |
| 5th row | 1.0 |
| Value | Count | Frequency (%) |
| 3.0 | 1155 | |
| 1.0 | 186 | 9.2% |
| 4.0 | 68 | 3.4% |
| 3.559.841 | 2 | 0.1% |
| 2.375.026 | 2 | 0.1% |
| 1.120.102 | 2 | 0.1% |
| 2.644.692 | 2 | 0.1% |
| 1.894.384 | 2 | 0.1% |
| 3.691.226 | 2 | 0.1% |
| 173.762 | 2 | 0.1% |
| Other values (589) | 592 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 2558 | |
| 0 | 1723 | |
| 3 | 1662 | |
| 1 | 758 | 7.9% |
| 2 | 582 | 6.1% |
| 4 | 423 | 4.4% |
| 9 | 406 | 4.3% |
| 8 | 378 | 4.0% |
| 7 | 362 | 3.8% |
| 6 | 353 | 3.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9548 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 2558 | |
| 0 | 1723 | |
| 3 | 1662 | |
| 1 | 758 | 7.9% |
| 2 | 582 | 6.1% |
| 4 | 423 | 4.4% |
| 9 | 406 | 4.3% |
| 8 | 378 | 4.0% |
| 7 | 362 | 3.8% |
| 6 | 353 | 3.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9548 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 2558 | |
| 0 | 1723 | |
| 3 | 1662 | |
| 1 | 758 | 7.9% |
| 2 | 582 | 6.1% |
| 4 | 423 | 4.4% |
| 9 | 406 | 4.3% |
| 8 | 378 | 4.0% |
| 7 | 362 | 3.8% |
| 6 | 353 | 3.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9548 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 2558 | |
| 0 | 1723 | |
| 3 | 1662 | |
| 1 | 758 | 7.9% |
| 2 | 582 | 6.1% |
| 4 | 423 | 4.4% |
| 9 | 406 | 4.3% |
| 8 | 378 | 4.0% |
| 7 | 362 | 3.8% |
| 6 | 353 | 3.7% |
CAEC
Categorical
Imbalance Missing
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 107 |
| Missing (%) | 5.0% |
| Memory size | 119.8 KiB |
| Sometimes | |
|---|---|
| Frequently | |
| Always | 51 |
| no | 51 |
Length
| Max length | 10 |
|---|---|
| Median length | 9 |
| Mean length | 8.8609732 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sometimes |
|---|---|
| 2nd row | Sometimes |
| 3rd row | Sometimes |
| 4th row | Sometimes |
| 5th row | Sometimes |
Common Values
| Value | Count | Frequency (%) |
| Sometimes | 1682 | |
| Frequently | 230 | 10.8% |
| Always | 51 | 2.4% |
| no | 51 | 2.4% |
| (Missing) | 107 | 5.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| sometimes | 1682 | |
| frequently | 230 | 11.4% |
| always | 51 | 2.5% |
| no | 51 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 3824 | |
| m | 3364 | |
| t | 1912 | |
| s | 1733 | |
| o | 1733 | |
| S | 1682 | |
| i | 1682 | |
| n | 281 | 1.6% |
| l | 281 | 1.6% |
| y | 281 | 1.6% |
| Other values (7) | 1073 | 6.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 17846 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 3824 | |
| m | 3364 | |
| t | 1912 | |
| s | 1733 | |
| o | 1733 | |
| S | 1682 | |
| i | 1682 | |
| n | 281 | 1.6% |
| l | 281 | 1.6% |
| y | 281 | 1.6% |
| Other values (7) | 1073 | 6.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 17846 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 3824 | |
| m | 3364 | |
| t | 1912 | |
| s | 1733 | |
| o | 1733 | |
| S | 1682 | |
| i | 1682 | |
| n | 281 | 1.6% |
| l | 281 | 1.6% |
| y | 281 | 1.6% |
| Other values (7) | 1073 | 6.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 17846 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 3824 | |
| m | 3364 | |
| t | 1912 | |
| s | 1733 | |
| o | 1733 | |
| S | 1682 | |
| i | 1682 | |
| n | 281 | 1.6% |
| l | 281 | 1.6% |
| y | 281 | 1.6% |
| Other values (7) | 1073 | 6.0% |
SMOKE
Boolean
Imbalance Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 106 |
| Missing (%) | 5.0% |
| Memory size | 4.3 KiB |
| False | |
|---|---|
| True | 42 |
| (Missing) | 106 |
| Value | Count | Frequency (%) |
| False | 1973 | |
| True | 42 | 2.0% |
| (Missing) | 106 | 5.0% |
CH2O
Text
Missing
| Distinct | 1209 |
|---|---|
| Distinct (%) | 60.0% |
| Missing | 106 |
| Missing (%) | 5.0% |
| Memory size | 112.8 KiB |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 6.569727 |
| Min length | 3 |
Unique
| Unique | 1178 ? |
|---|---|
| Unique (%) | 58.5% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 2.0 |
| 4th row | 2.0 |
| 5th row | 2.0 |
| Value | Count | Frequency (%) |
| 2.0 | 422 | 20.9% |
| 1.0 | 203 | 10.1% |
| 3.0 | 155 | 7.7% |
| 2.825.629 | 3 | 0.1% |
| 2.618.198 | 2 | 0.1% |
| 1.031.354 | 2 | 0.1% |
| 213.755 | 2 | 0.1% |
| 2.184.707 | 2 | 0.1% |
| 2.406.541 | 2 | 0.1% |
| 2.371.015 | 2 | 0.1% |
| Other values (1199) | 1220 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 3145 | |
| 2 | 1792 | |
| 1 | 1525 | |
| 0 | 1446 | |
| 3 | 901 | 6.8% |
| 7 | 777 | 5.9% |
| 6 | 758 | 5.7% |
| 5 | 756 | 5.7% |
| 9 | 751 | 5.7% |
| 4 | 709 | 5.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13238 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 3145 | |
| 2 | 1792 | |
| 1 | 1525 | |
| 0 | 1446 | |
| 3 | 901 | 6.8% |
| 7 | 777 | 5.9% |
| 6 | 758 | 5.7% |
| 5 | 756 | 5.7% |
| 9 | 751 | 5.7% |
| 4 | 709 | 5.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13238 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 3145 | |
| 2 | 1792 | |
| 1 | 1525 | |
| 0 | 1446 | |
| 3 | 901 | 6.8% |
| 7 | 777 | 5.9% |
| 6 | 758 | 5.7% |
| 5 | 756 | 5.7% |
| 9 | 751 | 5.7% |
| 4 | 709 | 5.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13238 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 3145 | |
| 2 | 1792 | |
| 1 | 1525 | |
| 0 | 1446 | |
| 3 | 901 | 6.8% |
| 7 | 777 | 5.9% |
| 6 | 758 | 5.7% |
| 5 | 756 | 5.7% |
| 9 | 751 | 5.7% |
| 4 | 709 | 5.4% |
SCC
Boolean
Imbalance Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 106 |
| Missing (%) | 5.0% |
| Memory size | 4.3 KiB |
| False | |
|---|---|
| True | 91 |
| (Missing) | 106 |
| Value | Count | Frequency (%) |
| False | 1924 | |
| True | 91 | 4.3% |
| (Missing) | 106 | 5.0% |
FAF
Text
Missing
| Distinct | 1141 |
|---|---|
| Distinct (%) | 56.7% |
| Missing | 107 |
| Missing (%) | 5.0% |
| Memory size | 111.8 KiB |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 6.0600794 |
| Min length | 3 |
Unique
| Unique | 1114 ? |
|---|---|
| Unique (%) | 55.3% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 2.0 |
| 4th row | 2.0 |
| 5th row | 0.0 |
| Value | Count | Frequency (%) |
| 0.0 | 393 | 19.5% |
| 1.0 | 216 | 10.7% |
| 2.0 | 175 | 8.7% |
| 3.0 | 70 | 3.5% |
| 0.935217 | 2 | 0.1% |
| 1.541.072 | 2 | 0.1% |
| 0.210351 | 2 | 0.1% |
| 1.978.631 | 2 | 0.1% |
| 1.399.183 | 2 | 0.1% |
| 0.345684 | 2 | 0.1% |
| Other values (1131) | 1148 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 2523 | |
| 0 | 2445 | |
| 1 | 1379 | |
| 2 | 1033 | |
| 9 | 755 | 6.2% |
| 3 | 750 | 6.1% |
| 8 | 677 | 5.5% |
| 6 | 673 | 5.5% |
| 5 | 673 | 5.5% |
| 7 | 659 | 5.4% |
| Other values (3) | 638 | 5.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12205 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 2523 | |
| 0 | 2445 | |
| 1 | 1379 | |
| 2 | 1033 | |
| 9 | 755 | 6.2% |
| 3 | 750 | 6.1% |
| 8 | 677 | 5.5% |
| 6 | 673 | 5.5% |
| 5 | 673 | 5.5% |
| 7 | 659 | 5.4% |
| Other values (3) | 638 | 5.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12205 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 2523 | |
| 0 | 2445 | |
| 1 | 1379 | |
| 2 | 1033 | |
| 9 | 755 | 6.2% |
| 3 | 750 | 6.1% |
| 8 | 677 | 5.5% |
| 6 | 673 | 5.5% |
| 5 | 673 | 5.5% |
| 7 | 659 | 5.4% |
| Other values (3) | 638 | 5.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12205 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 2523 | |
| 0 | 2445 | |
| 1 | 1379 | |
| 2 | 1033 | |
| 9 | 755 | 6.2% |
| 3 | 750 | 6.1% |
| 8 | 677 | 5.5% |
| 6 | 673 | 5.5% |
| 5 | 673 | 5.5% |
| 7 | 659 | 5.4% |
| Other values (3) | 638 | 5.2% |
TUE
Text
Missing
| Distinct | 1071 |
|---|---|
| Distinct (%) | 53.2% |
| Missing | 106 |
| Missing (%) | 5.0% |
| Memory size | 111.2 KiB |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 5.7826303 |
| Min length | 3 |
Unique
| Unique | 1040 ? |
|---|---|
| Unique (%) | 51.6% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
| Value | Count | Frequency (%) |
| 0.0 | 534 | |
| 1.0 | 275 | 13.6% |
| 2.0 | 105 | 5.2% |
| 0.630866 | 4 | 0.2% |
| 159.257 | 3 | 0.1% |
| 1.119.877 | 3 | 0.1% |
| 0.0026 | 3 | 0.1% |
| 1.250.871 | 2 | 0.1% |
| 0.469735 | 2 | 0.1% |
| 0.371941 | 2 | 0.1% |
| Other values (1061) | 1082 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2825 | |
| . | 2268 | |
| 1 | 1191 | |
| 2 | 727 | 6.2% |
| 6 | 727 | 6.2% |
| 3 | 687 | 5.9% |
| 8 | 676 | 5.8% |
| 9 | 659 | 5.7% |
| 5 | 652 | 5.6% |
| 7 | 633 | 5.4% |
| Other values (3) | 607 | 5.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11652 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2825 | |
| . | 2268 | |
| 1 | 1191 | |
| 2 | 727 | 6.2% |
| 6 | 727 | 6.2% |
| 3 | 687 | 5.9% |
| 8 | 676 | 5.8% |
| 9 | 659 | 5.7% |
| 5 | 652 | 5.6% |
| 7 | 633 | 5.4% |
| Other values (3) | 607 | 5.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11652 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2825 | |
| . | 2268 | |
| 1 | 1191 | |
| 2 | 727 | 6.2% |
| 6 | 727 | 6.2% |
| 3 | 687 | 5.9% |
| 8 | 676 | 5.8% |
| 9 | 659 | 5.7% |
| 5 | 652 | 5.6% |
| 7 | 633 | 5.4% |
| Other values (3) | 607 | 5.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11652 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2825 | |
| . | 2268 | |
| 1 | 1191 | |
| 2 | 727 | 6.2% |
| 6 | 727 | 6.2% |
| 3 | 687 | 5.9% |
| 8 | 676 | 5.8% |
| 9 | 659 | 5.7% |
| 5 | 652 | 5.6% |
| 7 | 633 | 5.4% |
| Other values (3) | 607 | 5.2% |
CALC
Categorical
Missing
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 107 |
| Missing (%) | 5.0% |
| Memory size | 115.9 KiB |
| Sometimes | |
|---|---|
| no | |
| Frequently | 67 |
| Always | 1 |
Length
| Max length | 10 |
|---|---|
| Median length | 9 |
| Mean length | 6.9116187 |
| Min length | 2 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | no |
|---|---|
| 2nd row | Sometimes |
| 3rd row | Frequently |
| 4th row | Frequently |
| 5th row | Sometimes |
Common Values
| Value | Count | Frequency (%) |
| Sometimes | 1336 | |
| no | 610 | |
| Frequently | 67 | 3.2% |
| Always | 1 | < 0.1% |
| (Missing) | 107 | 5.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| sometimes | 1336 | |
| no | 610 | |
| frequently | 67 | 3.3% |
| always | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2806 | |
| m | 2672 | |
| o | 1946 | |
| t | 1403 | |
| s | 1337 | |
| S | 1336 | |
| i | 1336 | |
| n | 677 | 4.9% |
| l | 68 | 0.5% |
| y | 68 | 0.5% |
| Other values (7) | 271 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13920 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 2806 | |
| m | 2672 | |
| o | 1946 | |
| t | 1403 | |
| s | 1337 | |
| S | 1336 | |
| i | 1336 | |
| n | 677 | 4.9% |
| l | 68 | 0.5% |
| y | 68 | 0.5% |
| Other values (7) | 271 | 1.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13920 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 2806 | |
| m | 2672 | |
| o | 1946 | |
| t | 1403 | |
| s | 1337 | |
| S | 1336 | |
| i | 1336 | |
| n | 677 | 4.9% |
| l | 68 | 0.5% |
| y | 68 | 0.5% |
| Other values (7) | 271 | 1.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13920 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 2806 | |
| m | 2672 | |
| o | 1946 | |
| t | 1403 | |
| s | 1337 | |
| S | 1336 | |
| i | 1336 | |
| n | 677 | 4.9% |
| l | 68 | 0.5% |
| y | 68 | 0.5% |
| Other values (7) | 271 | 1.9% |
MTRANS
Categorical
Imbalance Missing
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 106 |
| Missing (%) | 5.0% |
| Memory size | 138.0 KiB |
| Public_Transportation | |
|---|---|
| Automobile | |
| Walking | 51 |
| Motorbike | 11 |
| Bike | 7 |
Length
| Max length | 21 |
|---|---|
| Median length | 21 |
| Mean length | 18.124566 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Public_Transportation |
|---|---|
| 2nd row | Public_Transportation |
| 3rd row | Public_Transportation |
| 4th row | Walking |
| 5th row | Public_Transportation |
Common Values
| Value | Count | Frequency (%) |
| Public_Transportation | 1507 | |
| Automobile | 439 | 20.7% |
| Walking | 51 | 2.4% |
| Motorbike | 11 | 0.5% |
| Bike | 7 | 0.3% |
| (Missing) | 106 | 5.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| public_transportation | 1507 | |
| automobile | 439 | 21.8% |
| walking | 51 | 2.5% |
| motorbike | 11 | 0.5% |
| bike | 7 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 3914 | |
| i | 3522 | 9.6% |
| t | 3464 | 9.5% |
| a | 3065 | 8.4% |
| n | 3065 | 8.4% |
| r | 3025 | 8.3% |
| l | 1997 | 5.5% |
| b | 1957 | 5.4% |
| u | 1946 | 5.3% |
| P | 1507 | 4.1% |
| Other values (13) | 9059 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 36521 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 3914 | |
| i | 3522 | 9.6% |
| t | 3464 | 9.5% |
| a | 3065 | 8.4% |
| n | 3065 | 8.4% |
| r | 3025 | 8.3% |
| l | 1997 | 5.5% |
| b | 1957 | 5.4% |
| u | 1946 | 5.3% |
| P | 1507 | 4.1% |
| Other values (13) | 9059 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 36521 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 3914 | |
| i | 3522 | 9.6% |
| t | 3464 | 9.5% |
| a | 3065 | 8.4% |
| n | 3065 | 8.4% |
| r | 3025 | 8.3% |
| l | 1997 | 5.5% |
| b | 1957 | 5.4% |
| u | 1946 | 5.3% |
| P | 1507 | 4.1% |
| Other values (13) | 9059 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 36521 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 3914 | |
| i | 3522 | 9.6% |
| t | 3464 | 9.5% |
| a | 3065 | 8.4% |
| n | 3065 | 8.4% |
| r | 3025 | 8.3% |
| l | 1997 | 5.5% |
| b | 1957 | 5.4% |
| u | 1946 | 5.3% |
| P | 1507 | 4.1% |
| Other values (13) | 9059 |
NObeyesdad
Categorical
High correlation Missing
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 107 |
| Missing (%) | 5.0% |
| Memory size | 134.2 KiB |
| Obesity_Type_I | |
|---|---|
| Obesity_Type_III | |
| Overweight_Level_II | |
| Obesity_Type_II | |
| Overweight_Level_I | |
| Other values (2) |
Length
| Max length | 19 |
|---|---|
| Median length | 16 |
| Mean length | 16.191658 |
| Min length | 13 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Normal_Weight |
|---|---|
| 2nd row | Normal_Weight |
| 3rd row | Normal_Weight |
| 4th row | Overweight_Level_I |
| 5th row | Overweight_Level_II |
Common Values
| Value | Count | Frequency (%) |
| Obesity_Type_I | 342 | |
| Obesity_Type_III | 305 | |
| Overweight_Level_II | 283 | |
| Obesity_Type_II | 279 | |
| Overweight_Level_I | 277 | |
| Normal_Weight | 273 | |
| Insufficient_Weight | 255 | |
| (Missing) | 107 | 5.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| obesity_type_i | 342 | |
| obesity_type_iii | 305 | |
| overweight_level_ii | 283 | |
| obesity_type_ii | 279 | |
| overweight_level_i | 277 | |
| normal_weight | 273 | |
| insufficient_weight | 255 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 4875 | |
| _ | 3500 | 10.7% |
| I | 2913 | 8.9% |
| i | 2524 | 7.7% |
| t | 2269 | 7.0% |
| y | 1852 | 5.7% |
| O | 1486 | 4.6% |
| s | 1181 | 3.6% |
| v | 1120 | 3.4% |
| g | 1088 | 3.3% |
| Other values (17) | 9802 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 32610 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 4875 | |
| _ | 3500 | 10.7% |
| I | 2913 | 8.9% |
| i | 2524 | 7.7% |
| t | 2269 | 7.0% |
| y | 1852 | 5.7% |
| O | 1486 | 4.6% |
| s | 1181 | 3.6% |
| v | 1120 | 3.4% |
| g | 1088 | 3.3% |
| Other values (17) | 9802 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 32610 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 4875 | |
| _ | 3500 | 10.7% |
| I | 2913 | 8.9% |
| i | 2524 | 7.7% |
| t | 2269 | 7.0% |
| y | 1852 | 5.7% |
| O | 1486 | 4.6% |
| s | 1181 | 3.6% |
| v | 1120 | 3.4% |
| g | 1088 | 3.3% |
| Other values (17) | 9802 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 32610 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 4875 | |
| _ | 3500 | 10.7% |
| I | 2913 | 8.9% |
| i | 2524 | 7.7% |
| t | 2269 | 7.0% |
| y | 1852 | 5.7% |
| O | 1486 | 4.6% |
| s | 1181 | 3.6% |
| v | 1120 | 3.4% |
| g | 1088 | 3.3% |
| Other values (17) | 9802 |
Correlations
| CAEC | CALC | FAVC | Gender | MTRANS | NObeyesdad | SCC | SMOKE | family_history_with_overweight | |
|---|---|---|---|---|---|---|---|---|---|
| CAEC | 1.000 | 0.105 | 0.207 | 0.084 | 0.093 | 0.349 | 0.167 | 0.048 | 0.337 |
| CALC | 0.105 | 1.000 | 0.127 | 0.011 | 0.099 | 0.223 | 0.047 | 0.106 | 0.032 |
| FAVC | 0.207 | 0.127 | 1.000 | 0.052 | 0.177 | 0.325 | 0.199 | 0.033 | 0.214 |
| Gender | 0.084 | 0.011 | 0.052 | 1.000 | 0.126 | 0.393 | 0.098 | 0.041 | 0.116 |
| MTRANS | 0.093 | 0.099 | 0.177 | 0.126 | 1.000 | 0.178 | 0.075 | 0.003 | 0.124 |
| NObeyesdad | 0.349 | 0.223 | 0.325 | 0.393 | 0.178 | 1.000 | 0.232 | 0.102 | 0.540 |
| SCC | 0.167 | 0.047 | 0.199 | 0.098 | 0.075 | 0.232 | 1.000 | 0.039 | 0.190 |
| SMOKE | 0.048 | 0.106 | 0.033 | 0.041 | 0.003 | 0.102 | 0.039 | 1.000 | 0.000 |
| family_history_with_overweight | 0.337 | 0.032 | 0.214 | 0.116 | 0.124 | 0.540 | 0.190 | 0.000 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| Gender | Age | Height | Weight | family_history_with_overweight | FAVC | FCVC | NCP | CAEC | SMOKE | CH2O | SCC | FAF | TUE | CALC | MTRANS | NObeyesdad | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Female | 21.0 | 1.62 | 64.0 | yes | no | 2.0 | 3.0 | Sometimes | no | 2.0 | no | 0.0 | 1.0 | no | Public_Transportation | Normal_Weight |
| 1 | Female | 21.0 | 1.52 | 56.0 | yes | no | 3.0 | 3.0 | Sometimes | yes | 3.0 | yes | 3.0 | 0.0 | Sometimes | Public_Transportation | Normal_Weight |
| 2 | Male | 23.0 | 1.8 | 77.0 | yes | NaN | 2.0 | 3.0 | Sometimes | no | 2.0 | no | 2.0 | 1.0 | Frequently | Public_Transportation | Normal_Weight |
| 3 | Male | 27.0 | 1.8 | 87.0 | no | no | 3.0 | 3.0 | Sometimes | no | 2.0 | no | 2.0 | 0.0 | Frequently | Walking | Overweight_Level_I |
| 4 | Male | 22.0 | 1.78 | 89.8 | no | no | NaN | 1.0 | Sometimes | no | 2.0 | no | 0.0 | 0.0 | Sometimes | Public_Transportation | Overweight_Level_II |
| 5 | Male | 29.0 | 1.62 | 53.0 | no | NaN | 2.0 | 3.0 | Sometimes | no | 2.0 | no | 0.0 | 0.0 | Sometimes | Automobile | Normal_Weight |
| 6 | 12345 | 23.0 | 1.5 | 55.0 | yes | yes | 3.0 | NaN | Sometimes | no | 2.0 | no | 1.0 | 0.0 | Sometimes | Motorbike | Normal_Weight |
| 7 | Male | 22.0 | 1.64 | 53.0 | no | no | 2.0 | 3.0 | NaN | no | 2.0 | no | 3.0 | 0.0 | Sometimes | Public_Transportation | Normal_Weight |
| 8 | Male | 24.0 | 1.78 | 64.0 | yes | yes | 3.0 | 3.0 | Sometimes | no | 2.0 | no | 1.0 | 1.0 | Frequently | Public_Transportation | Normal_Weight |
| 9 | Male | 22.0 | 1.72 | 68.0 | yes | yes | 2.0 | 3.0 | Sometimes | no | 2.0 | no | 1.0 | 1.0 | no | Public_Transportation | Normal_Weight |
| Gender | Age | Height | Weight | family_history_with_overweight | FAVC | FCVC | NCP | CAEC | SMOKE | CH2O | SCC | FAF | TUE | CALC | MTRANS | NObeyesdad | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2111 | Female | 19.994.543 | 1.537.739 | NaN | no | NaN | 1.118.436 | 3.0 | Sometimes | no | 1.997.744 | no | 2.432.443 | 1.626.194 | Sometimes | Public_Transportation | Insufficient_Weight |
| 2112 | Female | 22.033.129 | 1.704.223 | 51.437.985 | yes | yes | 2.984.425 | 3.0 | Frequently | no | 2.044.694 | no | 2.008.256 | 1.250.871 | no | Public_Transportation | NaN |
| 2113 | NaN | NaN | 1.690.262 | 103.180.918 | yes | yes | 2.649.406 | 1.120.102 | NaN | no | 1.153.286 | no | 0.216908 | 0.619012 | NaN | Public_Transportation | Obesity_Type_II |
| 2114 | Male | 19.858.973 | NaN | 69.575.315 | no | yes | 2.185.938 | 1.0 | no | no | 281.353 | no | 1.0 | 1.110.222 | Sometimes | Public_Transportation | Overweight_Level_I |
| 2115 | Female | 26.0 | 1.618.867 | NaN | yes | yes | 3.0 | 3.0 | Sometimes | no | 2.618.198 | no | 0.0 | 0.380695 | Sometimes | Public_Transportation | Obesity_Type_III |
| 2116 | Male | 17.039.058 | 1.799.902 | 95.419.668 | yes | yes | 2.0 | 3.0 | Sometimes | no | 3.0 | no | 104.729 | 0.933802 | Sometimes | Public_Transportation | Overweight_Level_II |
| 2117 | Female | 17.000.433 | 1.584.951 | 44.411.801 | no | yes | 2.737.762 | 3.0 | Sometimes | no | 2.310.921 | no | 2.240.714 | 159.257 | Sometimes | Public_Transportation | Insufficient_Weight |
| 2118 | Male | 22.882.558 | 1.793.451 | 89.909.259 | yes | yes | 1.899.116 | 2.375.026 | Sometimes | no | 139.854 | no | NaN | 1.365.793 | Sometimes | Public_Transportation | Overweight_Level_II |
| 2119 | Female | unknown_age | 1.639.524 | 111.945.588 | yes | yes | 3.0 | 3.0 | Sometimes | no | 2.739.351 | no | 0.0 | 0.064769 | Sometimes | Public_Transportation | Obesity_Type_III |
| 2120 | Female | 39.170.029 | 1.688.354 | 79.278.896 | yes | yes | NaN | 3.0 | Sometimes | no | 2.994.515 | no | 0.0 | 0.0 | no | Automobile | Overweight_Level_II |
Duplicate rows
Most frequently occurring
| Gender | Age | Height | Weight | family_history_with_overweight | FAVC | FCVC | NCP | CAEC | SMOKE | CH2O | SCC | FAF | TUE | CALC | MTRANS | NObeyesdad | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9 | Male | 21.0 | 1.62 | 70.0 | no | yes | 2.0 | 1.0 | no | no | 3.0 | no | 1.0 | 0.0 | Sometimes | Public_Transportation | Overweight_Level_I | 7 |
| 0 | Female | 17.000.433 | 1.584.951 | 44.411.801 | no | yes | 2.737.762 | 3.0 | Sometimes | no | 2.310.921 | no | 2.240.714 | 159.257 | Sometimes | Public_Transportation | Insufficient_Weight | 2 |
| 1 | Female | 19.994.543 | 1.537.739 | NaN | no | NaN | 1.118.436 | 3.0 | Sometimes | no | 1.997.744 | no | 2.432.443 | 1.626.194 | Sometimes | Public_Transportation | Insufficient_Weight | 2 |
| 2 | Female | 22.033.129 | 1.704.223 | 51.437.985 | yes | yes | 2.984.425 | 3.0 | Frequently | no | 2.044.694 | no | 2.008.256 | 1.250.871 | no | Public_Transportation | NaN | 2 |
| 3 | Female | 25.0 | 1.57 | 55.0 | no | yes | 2.0 | 1.0 | Sometimes | no | 2.0 | no | 2.0 | 0.0 | Sometimes | Public_Transportation | Normal_Weight | 2 |
| 4 | Female | 26.0 | 1.618.867 | NaN | yes | yes | 3.0 | 3.0 | Sometimes | no | 2.618.198 | no | 0.0 | 0.380695 | Sometimes | Public_Transportation | Obesity_Type_III | 2 |
| 5 | Female | 39.170.029 | 1.688.354 | 79.278.896 | yes | yes | NaN | 3.0 | Sometimes | no | 2.994.515 | no | 0.0 | 0.0 | no | Automobile | Overweight_Level_II | 2 |
| 6 | Female | unknown_age | 1.639.524 | 111.945.588 | yes | yes | 3.0 | 3.0 | Sometimes | no | 2.739.351 | no | 0.0 | 0.064769 | Sometimes | Public_Transportation | Obesity_Type_III | 2 |
| 7 | Male | 17.039.058 | 1.799.902 | 95.419.668 | yes | yes | 2.0 | 3.0 | Sometimes | no | 3.0 | no | 104.729 | 0.933802 | Sometimes | Public_Transportation | Overweight_Level_II | 2 |
| 8 | Male | 19.858.973 | NaN | 69.575.315 | no | yes | 2.185.938 | 1.0 | no | no | 281.353 | no | 1.0 | 1.110.222 | Sometimes | Public_Transportation | Overweight_Level_I | 2 |